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Understanding Kernel Size in Blind Deconvolution.

Li Siyao, Dongwei Ren, Qian Yin: Understanding Kernel Size in Blind Deconvolution. WACV 2019: 2068-2076

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Dual Recursive Network for Fast Image Deraining.

Linwen Cai, Li Siyao, Dongwei Ren, Ping Wang: Dual Recursive Network for Fast Image Deraining. ICIP 2019: 2756-2760

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Progressive Image Deraining Networks: A Better and Simpler Baseline.

Dongwei Ren, Wangmeng Zuo, Qinghua Hu, Pengfei Zhu, Deyu Meng: Progressive Image Deraining Networks: A Better and Simpler Baseline. CVPR 2019: 3937-3946

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Two-Stage Single Image Reflection Removal with Reflection-Aware Guidance.

Yu Li, Ming Liu, Yaling Yi, Qince Li, Dongwei Ren, Wangmeng Zuo: Two-Stage Single Image Reflection Removal with Reflection-Aware Guidance. CoRR abs/2012.00945 (2020)

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Unpaired Learning of Deep Image Denoising.

Xiaohe Wu, Ming Liu, Yue Cao, Dongwei Ren, Wangmeng Zuo: Unpaired Learning of Deep Image Denoising. CoRR abs/2008.13711 (2020)

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Enhancing Geometric Factors in Model Learning and Inference for Object...

Zhaohui Zheng, Ping Wang, Dongwei Ren, Wei Liu, Rongguang Ye, Qinghua Hu, Wangmeng Zuo: Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation. CoRR...

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What Deep CNNs Benefit from Global Covariance Pooling: An Optimization...

Qilong Wang, Li Zhang, Banggu Wu, Dongwei Ren, Peihua Li, Wangmeng Zuo, Qinghua Hu: What Deep CNNs Benefit from Global Covariance Pooling: An Optimization Perspective. CoRR abs/2003.11241 (2020)

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Semi-supervised Learning to Remove Fences from a Single Image.

Wei Shang, Pengfei Zhu, Dongwei Ren: Semi-supervised Learning to Remove Fences from a Single Image. PRCV (1) 2020: 79-90

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Bilateral Recurrent Network for Single Image Deraining.

Wei Shang, Pengfei Zhu, Dongwei Ren, Hong Shi: Bilateral Recurrent Network for Single Image Deraining. ICASSP 2020: 2503-2507

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Unpaired Learning of Deep Image Denoising.

Xiaohe Wu, Ming Liu, Yue Cao, Dongwei Ren, Wangmeng Zuo: Unpaired Learning of Deep Image Denoising. ECCV (4) 2020: 352-368

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Deep Plug-and-Play Video Super-Resolution.

Hannan Lu, Chaoyu Tong, Wei Lian, Dongwei Ren, Wangmeng Zuo: Deep Plug-and-Play Video Super-Resolution. ECCV Workshops (4) 2020: 114-130

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What Deep CNNs Benefit From Global Covariance Pooling: An Optimization...

Qilong Wang, Li Zhang, Banggu Wu, Dongwei Ren, Peihua Li, Wangmeng Zuo, Qinghua Hu: What Deep CNNs Benefit From Global Covariance Pooling: An Optimization Perspective. CVPR 2020: 10768-10777

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Neural Blind Deconvolution Using Deep Priors.

Dongwei Ren, Kai Zhang, Qilong Wang, Qinghua Hu, Wangmeng Zuo: Neural Blind Deconvolution Using Deep Priors. CVPR 2020: 3338-3347

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Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive...

Xiaoming Li, Wenyu Li, Dongwei Ren, Hongzhi Zhang, Meng Wang, Wangmeng Zuo: Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion. CVPR 2020: 2703-2712

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Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression.

Zhaohui Zheng, Ping Wang, Wei Liu, Jinze Li, Rongguang Ye, Dongwei Ren: Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression. AAAI 2020: 12993-13000

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Single Image Deraining Using Bilateral Recurrent Network.

Dongwei Ren, Wei Shang, Pengfei Zhu, Qinghua Hu, Deyu Meng, Wangmeng Zuo: Single Image Deraining Using Bilateral Recurrent Network. IEEE Trans. Image Process. 29: 6852-6863 (2020)

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STAR: A Structure and Texture Aware Retinex Model.

Jun Xu, Yingkun Hou, Dongwei Ren, Li Liu, Fan Zhu, Mengyang Yu, Haoqian Wang, Ling Shao: STAR: A Structure and Texture Aware Retinex Model. IEEE Trans. Image Process. 29: 5022-5037 (2020)

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Learning cascaded convolutional networks for blind single image...

Pengju Liu, Hongzhi Zhang, Yue Cao, Shigang Liu, Dongwei Ren, Wangmeng Zuo: Learning cascaded convolutional networks for blind single image super-resolution. Neurocomputing 417: 371-383 (2020)

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Learning Class-Agnostic Pseudo Mask Generation for Box-Supervised Semantic...

Chaohao Xie, Dongwei Ren, Lei Wang, Qinghua Hu, Liang Lin, Wangmeng Zuo: Learning Class-Agnostic Pseudo Mask Generation for Box-Supervised Semantic Segmentation. CoRR abs/2103.05463 (2021)

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Localization Distillation for Object Detection.

Zhaohui Zheng, Rongguang Ye, Ping Wang, Jun Wang, Dongwei Ren, Wangmeng Zuo: Localization Distillation for Object Detection. CoRR abs/2102.12252 (2021)

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Semi-supervised Single Image Deraining with Discrete Wavelet Transform.

Xin Cui, Wei Shang, Dongwei Ren, Pengfei Zhu, Yankun Gao: Semi-supervised Single Image Deraining with Discrete Wavelet Transform. PRICAI (3) 2021: 265-278

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Bringing Events into Video Deblurring with Non-consecutively Blurry Frames.

Wei Shang, Dongwei Ren, Dongqing Zou, Jimmy S. Ren, Ping Luo, Wangmeng Zuo: Bringing Events into Video Deblurring with Non-consecutively Blurry Frames. ICCV 2021: 4511-4520

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Simultaneous Fidelity and Regularization Learning for Image Restoration.

Dongwei Ren, Wangmeng Zuo, David Zhang, Lei Zhang, Ming-Hsuan Yang: Simultaneous Fidelity and Regularization Learning for Image Restoration. IEEE Trans. Pattern Anal. Mach. Intell. 43(1): 284-299 (2021)

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Learning Single Image Defocus Deblurring with Misaligned Training Pairs.

Yu Li, Dongwei Ren, Xinya Shu, Wangmeng Zuo: Learning Single Image Defocus Deblurring with Misaligned Training Pairs. CoRR abs/2211.14502 (2022)

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Robust Deep Ensemble Method for Real-world Image Denoising.

Pengju Liu, Hongzhi Zhang, Jinghui Wang, Yuzhi Wang, Dongwei Ren, Wangmeng Zuo: Robust Deep Ensemble Method for Real-world Image Denoising. CoRR abs/2206.03691 (2022)

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Learning Dual-Pixel Alignment for Defocus Deblurring.

Yu Li, Yaling Yi, Dongwei Ren, Qince Li, Wangmeng Zuo: Learning Dual-Pixel Alignment for Defocus Deblurring. CoRR abs/2204.12105 (2022)

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NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of...

Ren Yang, Radu Timofte, Meisong Zheng, Qunliang Xing, Minglang Qiao, Mai Xu, Lai Jiang, Huaida Liu, Ying Chen, Youcheng Ben, Xiao Zhou, Chen Fu, Pei Cheng, Gang Yu, Junyi Li, Renlong Wu, Zhilu Zhang,...

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Incorporating Semi-Supervised and Positive-Unlabeled Learning for Boosting...

Yue Cao, Zhaolin Wan, Dongwei Ren, Zifei Yan, Wangmeng Zuo: Incorporating Semi-Supervised and Positive-Unlabeled Learning for Boosting Full Reference Image Quality Assessment. CoRR abs/2204.08763 (2022)

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Localization Distillation for Object Detection.

Zhaohui Zheng, Rongguang Ye, Qibin Hou, Dongwei Ren, Ping Wang, Wangmeng Zuo, Ming-Ming Cheng: Localization Distillation for Object Detection. CoRR abs/2204.05957 (2022)

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Integrating Degradation Learning into Image Restoration.

Mingyu Ma, Dongwei Ren, Yajun Yang: Integrating Degradation Learning into Image Restoration. ICME 2022: 1-6

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Localization Distillation for Dense Object Detection.

Zhaohui Zheng, Rongguang Ye, Ping Wang, Dongwei Ren, Wangmeng Zuo, Qibin Hou, Ming-Ming Cheng: Localization Distillation for Dense Object Detection. CVPR 2022: 9397-9406

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Incorporating Semi-Supervised and Positive-Unlabeled Learning for Boosting...

Yue Cao, Zhaolin Wan, Dongwei Ren, Zifei Yan, Wangmeng Zuo: Incorporating Semi-Supervised and Positive-Unlabeled Learning for Boosting Full Reference Image Quality Assessment. CVPR 2022: 5841-5851

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NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of...

Ren Yang, Radu Timofte, Meisong Zheng, Qunliang Xing, Minglang Qiao, Mai Xu, Lai Jiang, Huaida Liu, Ying Chen, Youcheng Ben, Xiao Zhou, Chen Fu, Pei Cheng, Gang Yu, Junyi Li, Renlong Wu, Zhilu Zhang,...

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Enhancing Geometric Factors in Model Learning and Inference for Object...

Zhaohui Zheng, Ping Wang, Dongwei Ren, Wei Liu, Rongguang Ye, Qinghua Hu, Wangmeng Zuo: Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation. IEEE...

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Semi-Supervised Image Deraining Using Knowledge Distillation.

Xin Cui, Cong Wang, Dongwei Ren, Yunjin Chen, Pengfei Zhu: Semi-Supervised Image Deraining Using Knowledge Distillation. IEEE Trans. Circuits Syst. Video Technol. 32(12): 8327-8341 (2022)

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Robust deep ensemble method for real-world image denoising.

Pengju Liu, Hongzhi Zhang, Jinghui Wang, Yuzhi Wang, Dongwei Ren, Wangmeng Zuo: Robust deep ensemble method for real-world image denoising. Neurocomputing 512: 1-14 (2022)

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Improving Image Restoration through Removing Degradations in Textual...

Jingbo Lin, Zhilu Zhang, Yuxiang Wei, Dongwei Ren, Dongsheng Jiang, Wangmeng Zuo: Improving Image Restoration through Removing Degradations in Textual Representations. CoRR abs/2312.17334 (2023)

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Aggregating Long-term Sharp Features via Hybrid Transformers for Video...

Dongwei Ren, Wei Shang, Yi Yang, Wangmeng Zuo: Aggregating Long-term Sharp Features via Hybrid Transformers for Video Deblurring. CoRR abs/2309.07054 (2023)

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Self-supervised Learning to Bring Dual Reversed Rolling Shutter Images Alive.

Wei Shang, Dongwei Ren, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo: Self-supervised Learning to Bring Dual Reversed Rolling Shutter Images Alive. CoRR abs/2305.19862 (2023)

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Joint Video Multi-Frame Interpolation and Deblurring under Unknown Exposure...

Wei Shang, Dongwei Ren, Yi Yang, Hongzhi Zhang, Kede Ma, Wangmeng Zuo: Joint Video Multi-Frame Interpolation and Deblurring under Unknown Exposure Time. CoRR abs/2303.15043 (2023)

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Self-supervised Learning to Bring Dual Reversed Rolling Shutter Images Alive.

Wei Shang, Dongwei Ren, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo: Self-supervised Learning to Bring Dual Reversed Rolling Shutter Images Alive. ICCV 2023: 13040-13048

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Joint Video Multi-Frame Interpolation and Deblurring under Unknown Exposure...

Wei Shang, Dongwei Ren, Yi Yang, Hongzhi Zhang, Kede Ma, Wangmeng Zuo: Joint Video Multi-Frame Interpolation and Deblurring under Unknown Exposure Time. CVPR 2023: 13935-13944

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NTIRE 2023 Challenge on Image Denoising: Methods and Results.

Yawei Li, Yulun Zhang, Radu Timofte, Luc Van Gool, Zhijun Tu, Kunpeng Du, Hailing Wang, Hanting Chen, Wei Li, Xiaofei Wang, Jie Hu, Yunhe Wang, Xiangyu Kong, Jinlong Wu, Dafeng Zhang, Jianxing Zhang,...

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NTIRE 2023 Challenge on 360° Omnidirectional Image and Video...

Mingdeng Cao, Chong Mou, Fanghua Yu, Xintao Wang, Yinqiang Zheng, Jian Zhang, Chao Dong, Gen Li, Ying Shan, Radu Timofte, Xiaopeng Sun, Weiqi Li, Zhenyu Zhang, Xuhan Sheng, Bin Chen, Haoyu Ma, Ming...

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Learning Single Image Defocus Deblurring with Misaligned Training Pairs.

Yu Li, Dongwei Ren, Xinya Shu, Wangmeng Zuo: Learning Single Image Defocus Deblurring with Misaligned Training Pairs. AAAI 2023: 1495-1503

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Towards Learning Multi-Domain Crowd Counting.

Zhaoyi Yan, Pengyu Li, Biao Wang, Dongwei Ren, Wangmeng Zuo: Towards Learning Multi-Domain Crowd Counting. IEEE Trans. Circuits Syst. Video Technol. 33(11): 6544-6557 (2023)

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Localization Distillation for Object Detection.

Zhaohui Zheng, Rongguang Ye, Qibin Hou, Dongwei Ren, Ping Wang, Wangmeng Zuo, Ming-Ming Cheng: Localization Distillation for Object Detection. IEEE Trans. Pattern Anal. Mach. Intell. 45(8): 10070-10083...

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Two-stage single image reflection removal with reflection-aware guidance.

Yu Li, Ming Liu, Yaling Yi, Qince Li, Dongwei Ren, Wangmeng Zuo: Two-stage single image reflection removal with reflection-aware guidance. Appl. Intell. 53(16): 19433-19448 (2023)

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Joint learning of motion deblurring and defocus deblurring networks with a...

Yu Li, Xinya Shu, Dongwei Ren, Qince Li, Wangmeng Zuo: Joint learning of motion deblurring and defocus deblurring networks with a real-world dataset. Neurocomputing 565: 126996 (2024)

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Spherical Pseudo-Cylindrical Representation for Omnidirectional Image...

Qing Cai, Mu Li, Dongwei Ren, Jun Lyu, Haiyong Zheng, Junyu Dong, Yee-Hong Yang: Spherical Pseudo-Cylindrical Representation for Omnidirectional Image Super-resolution. AAAI 2024: 873-881

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